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DECISION TREE DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings [email protected] (918) 699-2065 TRW Presented By Len Volk

DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings [email protected] (918) 699-2065 TRW Presented

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Page 1: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

DECISION TREEDECISION TREEDECISION TREEDECISION TREE

Developed for the

National Petroleum Technology OfficeBy

Brian Keltch & Andrew Hastings

[email protected]

(918) 699-2065

TRW

Presented By Len Volk

Page 2: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

What Is It?What Is It?

• Computer program

• Aids making decisions & risks in these decisions

• Organizes available information

• Highlights missing data

• Provides “big picture”

• Applicable to any process or project

Page 3: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

OutlineOutline

• Demonstrate program using a simple example

• Apply decision tree concept to: Hydraulic stimulation of oil & gas

wellsEvaluating a sand deposit

• Future enhancements

Page 4: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Choice Node: Alternatives or choices – Name

Chance Node: Multiple uncertainties – Name & Probability

Value Node: The terminal node - Value

Page 5: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Propagation of Fracture Propagation of Fracture With TimeWith Time

Page 6: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracture Cross SectionFracture Cross Section

Shale

Shale

Page 7: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Typical InformationTypical InformationAvailable About a WellAvailable About a Well

• Reservoir depth• Bottom hole temperature• Fluid type (oil, water, gas)• Production history• Initial logs (pay thickness, porosity,

bounding zones)• Initial well test (Po, k)• Reservoir rock characteristics (SS, LS,

clay)

Page 8: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-1Fracturing-1

Workover

IOR

Fracture

Horiz Well

H2O Flood

New Well

Nothing

Propellant

Explosive

Hydraulic

Consultant

Internal

Service Co.

Me

Cycle 1 Cycle 2 Cycle 3

Page 9: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-2Fracturing-2

No CBL

No W Test

W Test: p, s

Consultant

Internal

Service Co.

Me

Run CBL

Cycle 3 Cycle 4 Cycle 5

Page 10: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Data for CBLData for CBLCBL cost

Remediation cost

Frac job cost

Current production

Oil price

Post frac production

Production loss if bad CB

No. day/yr production

$5000

$15,000

$100,000

10 Bbl/day

$30/Bbl

30 Bbl/day

2 Bbl/day

200 day

5yr revenue increase with frac: $600,000

5yr loss in revenue if CB bad: $60,000

Page 11: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Cement Bond LogCement Bond Log

Run CBLCost: $5000

No CBL

P=40%CB bad

CB OKP=60%

CBL bad, fixCost: $15,000

CBL OK

CB OKP=90%

CB badP=10%

CB fixedP=80%

CB badP=20%

$495,000

$-165,000

$480,000

$-180,000

$-160,000

$500,000

[$445,000]

[$-16,500]

[$384,000]

[$-36,000]

[$300,000]

[$-64,000]

Page 12: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-3Fracturing-3

No CBL

No Perfs

Re-Perf

Run CBL No Test

Stress Test

Annulus

Casing

Tubing

No Pr Test

Pr Test

Estimate Cw

FO Test: Cw

Cycle 8

Cycle 6Cycle 5

Cycle 10Cycle 9

Cycle 7

Core Test:Cw

Page 13: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-4Fracturing-4

250-1000’

1000-2000’

Annulus

Casing

RC Sand

MS Sand

Tubing

<250’

>2000’

HS Sand

ISP

HSP

Cycle 10 Cycle 11 Cycle 12

Page 14: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-5Fracturing-5

16/30 Mesh

12/20 Mesh

RC Sand

MS Sand

40/70 Mesh

8/16 Mesh

HS Sand

ISP

HSP

20/40 Mesh

Foam

Emulsion

WB Fluid

HC Fluid

Cycle 12 Cycle 13 Cycle 14

Page 15: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-6Fracturing-6

CMHPG

HPG

Water

Guar

HEC

Foam

Emulsion

WB Fluid

HC FluidNo X-Linker

X-Linker

Cycle 14 Cycle 15 Cycle 16

Page 16: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-7Fracturing-7

Titanate

Borate

Enzyme

NoneZirconate

No X-L

X-Linked Oxidant

Cycle 16 Cycle 17 Cycle 18

Page 17: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-8Fracturing-8

Enzyme

None

Oxidant

Encapsulated

No

100 Mesh Sand

Oil-Sol Resin

Silica Flour

None

Ca Carbonate

Cycle 18 Cycle 19 Cycle 20

Page 18: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-9Fracturing-9

5% Diesel

No HC

3% Diesel

Clay Stab 2

KCl

100 Mesh Sand

Oil-Sol Resin

Silica Flour

None

Ca Carbonate

Cycle 20 Cycle 21 Cycle 22

Clay Stab 1

None

Page 19: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-10Fracturing-10

25% Pad

50% Pad

10% Pad

Clay Stab 2

KCl

15-25Bbl/m

25-50Bbl/m

50-100Bbl/m

Cycle 22 Cycle 23 Cycle 24

Clay Stab 1

None

Page 20: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Fracturing-11Fracturing-11

Flow Back

Shut-In

10-25Bbl/m

25-50Bbl/m

50-100Bbl/m

Small Serv Co

Major Serv Co

Indep Serv Co

Cycle 24 Cycle 26Cycle 25

Page 21: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Development of a Sand Development of a Sand DepositDeposit

Do C

Do B

Do A

Do D

Do A

Do B

Do C

Do D

No

No

No

No

Short cut

notation

Page 22: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Sand Deposit-1Sand Deposit-1

Surface Maps

Wells

Excavations

Satellite

Survey Existing Data

Aerial

Page 23: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Sand Deposit-2Sand Deposit-2

30’

Back Hoe

10’

200’

Sample Collection

60’

Depth

Spatial

Pattern

Factorial

1000’

500’

100’

20’

Core

Page 24: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Sand Deposit-3Sand Deposit-3

Glass Sand

Water Pack

Aggregate

Frac Sand

Evaluating Potential Products

Blast Sand

Pr Minerals

Rd Base

Cement

Asphalt

Aqua Regia

Elemental

Mineral

Fire Assay

Sieve Anal

Mineral Sol.

Mineral Anal

Round&Sphere

Crush Res.

Re, Os

Au, Pd

Pt, Rh

Page 25: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Sand Deposit-4Sand Deposit-4Sand Deposit-4Sand Deposit-4

Transportation

Classification

Scrubbing

Disaggregation

Frac Sand Development

Washing

Mining

Frac Sand

Equipment?

Consolidated?

Overburden

Screen Type?

Screen Size?

Mesh Sizes?

Page 26: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Planned EnhancementsPlanned Enhancements

• Allow Decision Tree to be placed into a Word document or PowerPoint presentation

• Add ability to edit directly from screen

• Several improvements in editing branches

• Allow printing as Portrait or Landscape

• Many others – given in Slide Notes

Page 27: DECISION TREE Developed for the National Petroleum Technology Office By Brian Keltch & Andrew Hastings bkeltch@npto.doe.gov (918) 699-2065 TRW Presented

Len Volk

International Separations Technology, Woodward, OK

The University of Tulsa, Petroleum Engineering

PCM Technical, Tulsa, OK

Consultant, Tulsa, OK

(918) 481-5948

(918) 852-6546 (cell)

[email protected]